{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a9b05294",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "adf8d8b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import os\n",
    "import numpy as np\n",
    "\n",
    "import json"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa345e59",
   "metadata": {},
   "source": [
    "# Defining plot styles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "b87ba035",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import pearsonr, kde, gaussian_kde\n",
    "import matplotlib\n",
    "from matplotlib import rc\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "a275c8e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "plt.rcParams['font.family'] = 'serif'\n",
    "#plt.rcParams['text.usetex'] = True\n",
    "plt.rcParams['text.usetex'] = False\n",
    "# plt.rcParams['font.family'] = 'serif'\n",
    "# plt.rcParams['font.serif'] = ['Times New Roman']\n",
    "\n",
    "# plt.rcParams['font.monospace'] = 'Ubuntu Mono'\n",
    "plt.rcParams['font.size'] = 26\n",
    "plt.rcParams['axes.labelsize'] = 26\n",
    "plt.rcParams[\"axes.labelweight\"] = \"bold\"\n",
    "plt.rcParams['axes.titlesize'] = 26\n",
    "plt.rcParams['axes.titleweight'] = 'bold'\n",
    "plt.rcParams['xtick.labelsize'] = 16\n",
    "plt.rcParams['ytick.labelsize'] = 16\n",
    "plt.rcParams['legend.fontsize'] = 18\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "062a4550",
   "metadata": {},
   "source": [
    "# Loading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "3b8d2026",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_results(src_lang, tgt_lang):\n",
    "    json_fn = '../data/tatoeba/' + src_lang + '-' + tgt_lang + \"_results.json\"\n",
    "\n",
    "    with open(json_fn, 'r') as json_file:\n",
    "        results = json.load(json_file)\n",
    "        json_file.close()\n",
    "        \n",
    "    \n",
    "    return results\n",
    "\n",
    "def preprocess(results):\n",
    "    df = pd.DataFrame(results).transpose()\n",
    "    df = df.fillna(0)\n",
    "    df.index.name = 'word'\n",
    "    df['characters'] = df.index.map(lambda w: len(w))\n",
    "    \n",
    "#     df['count'] = df['wrong_gold'] + df['correct_gold']\n",
    "    \n",
    "    df['occurence'] = pd.cut(df['count'], bins=[ 0,9,100,1000000], labels=['1-9', '10-100', '>100'])\n",
    "    #df['occurence'] = pd.cut(df['count'], bins=[ 0,4,9,14,19,29, 39,100,1000000], labels=['1-4', '5-9', '10-14', '15-19', '20-29', '30-39','40-100', '>100'])\n",
    "    df['mid_frequency'] =  (df['count'] >= 10 ) & (df['count'] < 100 ) #& (df['correct_gold'] > 0)# | (df['correct_mt'] > 0))\n",
    "    df['characters_bins'] = pd.cut(df['characters'],bins=[0,5, 10, 15, 10000], labels=['<=5', '5-10', '10-15', '>15'])\n",
    "    df = df.sort_values(by=['count'])\n",
    "    df['characters_by_tokens'] = df['characters'] / df['tokens']\n",
    "    df['accuracy_mt'] = df['correct_mt'] / (df['correct_mt'] + df['miss_mt'])\n",
    "    df['accuracy_gold'] = df['correct_gold'] / (df['correct_gold'] + df['miss_gold'])\n",
    "\n",
    "    #df = df[(df['correct_gold'] > 0.)] # | (df['correct_mt'] > 0.)]\n",
    "    return df\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "73c26b57",
   "metadata": {},
   "outputs": [],
   "source": [
    "results_de = load_results(\"en\", \"de\")\n",
    "results_he = load_results(\"en\", \"he\")\n",
    "\n",
    "df_de = preprocess(results_de)\n",
    "df_he = preprocess(results_he)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "caa57181",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1-9       10910\n",
       "10-100     3139\n",
       ">100        499\n",
       "Name: occurence, dtype: int64"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_de['occurence'].value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "2ae57d21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.0    5625\n",
       "3.0    4037\n",
       "1.0    3759\n",
       "4.0     979\n",
       "5.0     129\n",
       "6.0      16\n",
       "7.0       3\n",
       "Name: tokens, dtype: int64"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_de['tokens'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "c8cb51c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    11414\n",
       "True      3134\n",
       "Name: mid_frequency, dtype: int64"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df_de['mid_frequency'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "7199075c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5-10     8564\n",
       "10-15    2882\n",
       "<=5      2823\n",
       ">15       279\n",
       "Name: characters_bins, dtype: int64"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_de['characters_bins'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "dfe2252a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.0    1234\n",
       "1.0    1216\n",
       "3.0     585\n",
       "4.0      93\n",
       "5.0       6\n",
       "Name: tokens, dtype: int64"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df_de[df_de['mid_frequency']]['tokens'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "id": "20adc976",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'characters'}>,\n",
       "        <AxesSubplot:title={'center':'count'}>],\n",
       "       [<AxesSubplot:title={'center':'tokens'}>, <AxesSubplot:>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 196,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_de.hist(column=['characters', 'count', 'tokens'], bins=30, log=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "8332ebb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1-9       0.801276\n",
       "10-100    0.183636\n",
       ">100      0.015088\n",
       "Name: occurence, dtype: float64"
      ]
     },
     "execution_count": 197,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_he['occurence'].value_counts() / len(df_he)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "957de039",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0    5860\n",
       "2.0    2011\n",
       "3.0     255\n",
       "4.0      24\n",
       "5.0       2\n",
       "Name: tokens, dtype: int64"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df_he['tokens'].value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "id": "646108a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<=5      5749\n",
       "5-10     2392\n",
       "10-15      11\n",
       ">15         0\n",
       "Name: characters_bins, dtype: int64"
      ]
     },
     "execution_count": 199,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df_he['characters_bins'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "id": "8e516cd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    6656\n",
       "True     1496\n",
       "Name: mid_frequency, dtype: int64"
      ]
     },
     "execution_count": 200,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df_he['mid_frequency'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "c4241e81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0    1364\n",
       "2.0     123\n",
       "3.0       6\n",
       "4.0       3\n",
       "Name: tokens, dtype: int64"
      ]
     },
     "execution_count": 201,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "df_he[df_he['mid_frequency']]['tokens'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "d23d0ca1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:title={'center':'characters'}>,\n",
       "        <AxesSubplot:title={'center':'count'}>],\n",
       "       [<AxesSubplot:title={'center':'tokens'}>, <AxesSubplot:>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 202,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_he.hist(column=['characters', 'count', 'tokens'], bins=30, log=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5016e29c",
   "metadata": {},
   "source": [
    "# Result Plots German"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "8bf60b09",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_de = pd.melt(df_de, value_vars=['accuracy_mt', 'accuracy_gold'], id_vars=['characters_bins', 'occurence', 'tokens', 'mid_frequency'], var_name='type',value_name='recall')\n",
    "plot_de = plot_de[plot_de['type']=='accuracy_mt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "61fd0596",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>characters_bins</th>\n",
       "      <th>occurence</th>\n",
       "      <th>tokens</th>\n",
       "      <th>mid_frequency</th>\n",
       "      <th>type</th>\n",
       "      <th>recall</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>1-9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10-15</td>\n",
       "      <td>1-9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10-15</td>\n",
       "      <td>1-9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5-10</td>\n",
       "      <td>1-9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5-10</td>\n",
       "      <td>1-9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14543</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>&gt;100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>0.200171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14544</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>&gt;100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>0.511749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14545</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>&gt;100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>0.468750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14546</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>&gt;100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>0.357830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14547</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>&gt;100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>0.448595</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14548 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      characters_bins occurence  tokens  mid_frequency         type    recall\n",
       "0                 <=5       1-9     2.0          False  accuracy_mt  0.000000\n",
       "1               10-15       1-9     2.0          False  accuracy_mt       NaN\n",
       "2               10-15       1-9     3.0          False  accuracy_mt       NaN\n",
       "3                5-10       1-9     2.0          False  accuracy_mt       NaN\n",
       "4                5-10       1-9     2.0          False  accuracy_mt       NaN\n",
       "...               ...       ...     ...            ...          ...       ...\n",
       "14543             <=5      >100     1.0          False  accuracy_mt  0.200171\n",
       "14544             <=5      >100     1.0          False  accuracy_mt  0.511749\n",
       "14545             <=5      >100     1.0          False  accuracy_mt  0.468750\n",
       "14546             <=5      >100     1.0          False  accuracy_mt  0.357830\n",
       "14547             <=5      >100     1.0          False  accuracy_mt  0.448595\n",
       "\n",
       "[14548 rows x 6 columns]"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_de"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "2c644ec4",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 777.6x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"tokens\", y=\"recall\",\n",
    "                data=plot_de, kind=\"bar\",# col='type',\n",
    "                palette=sns.color_palette('Purples_r'),\n",
    "                height=6, aspect=1.8)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "\n",
    "#fig.suptitle('German: Lexical accuracy of translation vs. number of tokens ', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "axes[0,0].set_xlim(left=-0.5, right=4.5)\n",
    "axes[0,0].set_ylim(bottom=0., top=.6)\n",
    "plt.tight_layout()\n",
    "#plt.savefig(os.path.join('..','graphs','graph_1_mid_frequency_German.pdf'), dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "225a7352",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 749.775x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"occurence\", y=\"recall\", hue='tokens',\n",
    "                data=plot_de, kind=\"bar\",# col='type',\n",
    "                palette=sns.color_palette('Purples_r', 5),\n",
    "                height=5, aspect=1.8)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "\n",
    "#fig.suptitle('German: Lexical accuracy of translation vs. number of tokens ', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "axes[0,0].set_xlim(left=-0.5, right=6.5)\n",
    "axes[0,0].set_ylim(bottom=0., top=.5)\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.path.join('..','graphs','graph_1_mid_frequency_German.pdf'), dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "9b6e859f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"tokens\", y=\"recall\",\n",
    "                data=plot_de[plot_de['mid_frequency']], kind=\"bar\",# col='type',\n",
    "                palette=sns.color_palette('Purples_r', 5),\n",
    "                height=5, aspect=1.8)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "\n",
    "#fig.suptitle('German: Lexical accuracy of translation vs. number of tokens ', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "axes[0,0].set_xlim(left=-0.5, right=3.5)\n",
    "axes[0,0].set_ylim(bottom=0., top=.5)\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.path.join('..','graphs','graph_1_mid_frequency_German.pdf'), dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "17cd2ae3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 893.775x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"occurence\", y=\"recall\",\n",
    "                hue=\"tokens\",\n",
    "                data=plot_de, kind=\"bar\",# col='type',\n",
    "                palette=sns.color_palette('Purples_r', 8),\n",
    "                height=5.5, aspect=2, legend=True)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "#axes[0,0].legend(ncol=4,loc='lower center', bbox_to_anchor=(.5, -0.45))\n",
    "#fig.suptitle('German: Lexical accuracy of translation vs. number of tokens and frequency', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "\n",
    "axes[0,0].set_ylim(bottom=0., top=.8)\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.path.join('..','graphs','graph_1_all_frequencies_German.pdf'), dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "5a5cab6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1181.78x540 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"characters_bins\", y=\"recall\",\n",
    "                hue=\"tokens\",\n",
    "                data=plot_de, kind=\"bar\",#, col='type',\n",
    "                palette=sns.color_palette('Purples_r', 8),\n",
    "                height=7.5, aspect=2, legend=True)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "#axes[0,0].legend(ncol=4,loc='lower center', bbox_to_anchor=(.5, -0.45))\n",
    "#fig.suptitle('German: Lexical accuracy of translation vs. number of tokens and number of characters', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "plt.tight_layout()\n",
    "# plt.savefig(os.path.join('figures','diverse_script_barplot_d6' + '.pdf'), dpi=300)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94d22423",
   "metadata": {},
   "source": [
    "# Result Plots Hebrew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "id": "99813091",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_he = pd.melt(df_he, value_vars=['accuracy_mt', 'accuracy_gold'], id_vars=['characters_bins', 'occurence', 'tokens', 'mid_frequency'], var_name='type',value_name='recall')\n",
    "plot_he = plot_he[plot_he['type']=='accuracy_mt']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "4732e076",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>characters_bins</th>\n",
       "      <th>occurence</th>\n",
       "      <th>tokens</th>\n",
       "      <th>mid_frequency</th>\n",
       "      <th>type</th>\n",
       "      <th>recall</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>1-9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5-10</td>\n",
       "      <td>1-9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>1-9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>1-9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5-10</td>\n",
       "      <td>1-9</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8147</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>&gt;100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>0.235602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8148</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>&gt;100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>0.899449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8149</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>&gt;100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>0.599848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8150</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>&gt;100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>0.180967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8151</th>\n",
       "      <td>&lt;=5</td>\n",
       "      <td>&gt;100</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>accuracy_mt</td>\n",
       "      <td>0.015009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8152 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     characters_bins occurence  tokens  mid_frequency         type    recall\n",
       "0                <=5       1-9     2.0          False  accuracy_mt       NaN\n",
       "1               5-10       1-9     1.0          False  accuracy_mt  1.000000\n",
       "2                <=5       1-9     2.0          False  accuracy_mt       NaN\n",
       "3                <=5       1-9     1.0          False  accuracy_mt       NaN\n",
       "4               5-10       1-9     1.0          False  accuracy_mt       NaN\n",
       "...              ...       ...     ...            ...          ...       ...\n",
       "8147             <=5      >100     1.0          False  accuracy_mt  0.235602\n",
       "8148             <=5      >100     1.0          False  accuracy_mt  0.899449\n",
       "8149             <=5      >100     1.0          False  accuracy_mt  0.599848\n",
       "8150             <=5      >100     1.0          False  accuracy_mt  0.180967\n",
       "8151             <=5      >100     1.0          False  accuracy_mt  0.015009\n",
       "\n",
       "[8152 rows x 6 columns]"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot_he"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "9a4ae657",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"tokens\", y=\"recall\",\n",
    "                data=plot_he, kind=\"bar\",# col='type',\n",
    "                palette=sns.color_palette('Purples_r', 5),\n",
    "                height=5, aspect=1.8)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "\n",
    "#fig.suptitle('Hebrew: Lexical accuracy of translation vs. number of tokens ', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "axes[0,0].set_xlim(left=-0.5, right=3.5)\n",
    "axes[0,0].set_ylim(bottom=0., top=.6)\n",
    "plt.tight_layout()\n",
    "# plt.savefig(os.path.join('figures','diverse_script_barplot_d6' + '.pdf'), dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "ca2be916",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"tokens\", y=\"recall\",\n",
    "                data=plot_he[plot_he['mid_frequency']], kind=\"bar\",# col='type',\n",
    "                palette=sns.color_palette('Purples_r', 5),\n",
    "                height=5, aspect=1.8)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "\n",
    "#fig.suptitle('Hebrew: Lexical accuracy of translation vs. number of tokens ', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "axes[0,0].set_xlim(left=-0.5, right=3.5)\n",
    "axes[0,0].set_ylim(bottom=0., top=.5)\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.path.join('..','graphs','graph_1_mid_frequency_Hebrew.pdf'), dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "5c662e92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rryz7uXwZ/Epf/epX+c53vkNmcssttzBx4kTGjRvH6NGj2XDDDauO/+yzzwKw4447tuct1ExmPgQ8FBHHA7sDJ1EkZyOB84DDajGOtzVKkiRJWsH73vc+hgwZAsCjjz7aZL3HHnts2c8777xzk/W23357oJhdu+KKK+jTpw+vvPIKRx55ZNX6jcvhP/HEEyxdurTJfp944gkuueSSZp85a4/nn3+ev/3tb8uVZeY7mTkxM/cCflcq3rtWY9ZtchYRAyPi6oh4onRcHxHVn+Rbse3MiHi4yrFHZ8et976TTjqJMWPGcNJJJ3V1KJIkSZ2m/Dms8uTnd7/7HcceeyzPPPMMX/7yl4FicY65c6vfude4SmLv3r2XbSTdkqFDh3LBBRcAcMcdd3DJJZesUKcxaXvjjTe44447muzr1FNPZezYsSxYsKBVY7fWz372M3bccUfefvvtpqr8qXTuUasxV0pyFhFDIuLjbajfAEwAGoDhwFbAG8DdEbFuc20bZeY2VY6J7Ylfq5c5c+Ywa9asZh9olSRJeq/beOONl/1c/veea665hksvvRSAE088kc0224zFixdz4oknrtDHo48+ymWXXQbAmWee2abnvg477LBl+4ydeOKJPP3008tdHz16NF/4wheWXS+/fbLRjTfeyPXXX8/uu+/Orrvu2uqxW2vx4sXLlvSvYs/S+c5ajbeynjn7AnAWrd89+3BgBPD5zFwCEBEnA7OAscDZnRGkJEmStLrYcMMN+djHPsa9997Ld77zHf7rv/6Lf/zjH9x0003stNNOy/YAu+OOO/iP//gPrrrqKl544QUOP/xw+vXrx9SpUznvvPNYuHAh3/3ud5dbffHNN9/kvvvuW268xx9/nIkTJzJ8+HA22GADpk6dyoEHHsitt97KG2+8weGHH85pp53G2muvveyWxp///OcsWrSIm2++mQ9/+MOMGzeO4cOHM2/ePCZMmMDVV1/N8OHDufrqq5cba+rUqbzyyivLVnx85ZVXmDhxIv369WO77bbjlVdeYerUqUybNm1Zm/vvv5+nnnqK7bbbjn79+tGjRzEhdtxxx3Hsscf+EpgIzKVYEOQLFMnZU8AJtfozicolI5e72IbZrhZ8ATgmM1uVnEXEHcCWmblxRfkjwBuZ2ewTgRExMzOHtTfYkSNH5pQpU9rbXO9xY8aMYdasWQwZMoSrrqrZnoJcfGHtJm7vuOsSFrzxCuuu04+99zq2Zv2OHeedv5IkrU5mz57NN77xDSZOnMirr77KhhtuyN577833v/99BgwYsKzeokWL+OlPf8r111/P3//+dxYtWsSgQYPYddddOf7445c9T9Zo5syZbLLJJlXHvOKKK/jSl77E6NGjmTx58grXN954Y2bOnLlc2Y033sgVV1zB//3f/zFv3jzWWWcdhg8fzoEHHsjYsWNXWCq/qb533XVXJk2axKRJk9htt92qxnf33XczevRoMpOJEydy0003cfHFFz8MbAqsQ3FH398pnjm7MDNrdj9lS8nZO0DTFdqoDcnZC8CMzBxdUX4L8InMXKeF9jOB3wK7AOsDMyk+uFtaM/57MTk76aSTmDNnDoMHD+ass87q6nDe00zOJEmSVKHpPQJqqLXPnEUNjrZYH3i9SvlrQM+IWLuF9v8G/kqRnA0HbgZujohxbYzjPcPnpCRJkqT3ttYmZ9nBY6XKzI9m5m9KS12+nZkXAbcDP4yItaq1iYijI2JKRExpaiUaSZIkSeosrUnOVvasGcBLQK8q5b2BhZm5qB19/rnU5/BqFzNzfGaOzMyR5ffXSpIkSdLK0JrVGi+meH6rIw4GjmlD/enAB6uUbwI80lzD0i2Pa1R5MK9x84bWrhgpSZIkSStNa5KzpzNzxaVO2iAitqdtM2g3ApdGxLDMnFnqYxCwJXBKRd+DgLmZ+U6p6GBgJ1ZMBrcD3gIeb/MbkCRJkqRO1tJtjZsAl9VgnEtLfbXWlRQzZD+OiO4R0Q04E3iWYiYPgIgYBbwAXFTR/pBSQthY72Dgc8BZtVzqUpIkSZJqpdmZs8z8Z43G2QgYCbRqXfLMXBwRewI/oZjpSuBRYPeK5GoBMB+YXVb2B4pNqn8aET2AvsArwLGZOb6D76OmDtj2tJr1Nb/PPFgDZj83r6b9Xv+32vUlSZIkqWmtua2xFv4DOItWJmcAmfkicGgLdaYB/au0+37pkCRJkqT3hGaTs4gYU6NxRtaoH0mSJElaJbU0c3YlXbBPmSRJkiStblp7W2N79iqrZJInSZIkSU1obXLW0cSqFsmdJEmSJK2yWpOcmVhJkiRJUidraZ8zgB9Q7FHWkeNHtQ5cy+v2zpp0W7o23d5Zs6tDkSRJkrrcL3/5S/r27cuXvvSlNredOXMmBx54IIMGDWLgwIFExB0R8eHaR7m81sycvdLR/c4i4hWcgetUvV7fuqtDkCRJ0ntQLffIrYWO7rP70ksvceyxx/KXv/yF+fPnt7n9rFmz2Gmnndh55515+umnaWhoYM0113wauD8idsrMRzoUYDOanTnLzG6ZeV5HB8nMczKzNbN0klqh5zp9WHedfvRcp09XhyJJklRXxowZw2abbcZdd93VrvannHIKr776KpdddhnrrrsuDQ0NACcArwMX1jDUFayUTagjYidgz8w8fWWMJ63qPj7qkK4OQZIkqS6NHz+eoUOHMnPmzDa3ff3117n22mvZbbfd6N+//7LyzHwrIm4DvhIRH8jMJ2sX8btW1mzWzsB3V9JYkiRJklZTQ4cObXfbhx56iMWLFzNixIhql6eVzru2e4AWdGjmLCK6AXtTJF8DgB5NVP1QR8aRJEmSpM42Y8YMADbYYINql18onT/QWeO3OzmLiM2AW4APtqY6bkItSZIkqY41LiDSs2fPapcXls59O2v8diVnEbEWcAewWW3DkSRJkqTVU3tnzr5IkZi1djbMZfQlSZIk1bU+fYqVsBcuXFjtcuN0WtvX52+l9iZn+5bOASwG5gJDSufGd7IGMLg0xsvAgvaHKUmSJEmda/PNNwdg9uzZ1S5vWDp3ykqN0P7VGremmDUbS5FBfqxUflRmblI63gesAxwHPEUnPjgnSZIkSR2144470tDQwPTp06tdblzCcVJnjd/e5Gx94I7MvDQz3+Hd2xuXm4nLzLcz82LgUeDI9ocpSZIkSbXzzjvv8Pzzzy9X1qtXLw466CAmT57MvHnzlpVHRAPwGeDeztrjDNp/W2MDMLXs9ZLSeVvgxir1XwIOBS5t53hSk0777+tq2t+8lxYsO9ey70FD+9WsL0mSJHXMuHHjuPjiiznnnHP4xje+saz8zDPPZOLEiRx11FH84he/oKGhAeAnQC9gXGfG1N6Zs5d4NyEDeK10/kZEHFLa/wyAiNgd+ArudSZJkiSpk/36179m8ODBbL/99gBce+21DB48eIWNpYcMGcI666yzwp5mQ4YM4cEHHyQi2HTTTRs3tX4/MCozq97vWCuR2fbtxyLib8CzmblfWdm/gfVKL5dQLA7SF1ibYuGQtzNzzY4GvDKMHDkyp0yZ0unjHLDtaZ0+Rkdd/7fTujqEFtV65mzK9GtY9NZ81l6zDyNHHFKzft8LM2djx+3R1SFIkiTVo5Wy+nx7Z87+DuwTEWPKyiZTBB1AD4rVTHry7htZ/oZOSVLNnXTSSYwZM4aTTjqpq0ORJElt1N7k7I8Uz6tdERHfLJX9tHTOJo4bOhBnu0XEGRGREfGlrhhfklamOXPmMGvWLObMmdPVoUiSpDZqb3L2B+AiioRsGkBm3g2cVroeFccDZddaJSIGRsTVEfFE6bg+Ioa2sY+hwAltaSNJkiRJXaFdqzVm5gvA/6tSfnpE3AJ8juK2xvnAPcDvS0vut0ppqcoJwAxgOMXM2+XA3RGxbWa2dkPrHwJ/Aj7d2rElSZIkqSu0dyn9JmXmw8DDHezmcIpN3j6fmUsAIuJkYBbFxtdnt9RBRGwHjAK+ismZJEmSpDpX8+SsRvYHnsvMZxoLMnNORDxeutZicgacC3wbeKtzQpQkSapPJ510EnPmzGHw4MGcddZZXR2OpFZqV3IWEd2Bi4E1SkUzMvPMijqnAbsBP8jMu9o4xAiKWxorPQt8ohXxfY5iCf9rgV3bOLYkSdJ7WuPiQJLeW9o7c/YJ4EiKZ8ECqLbR1BrAx4A/RMT/ZOaP2tD/+sDUKuWvAT0jYu3MXFStYUT0AH4MHJmZGbFStiSQpHap9X6H8/vMgzVg9nPzatr3e2HPQ0mS3uvau1pj40611wNDM/PgKnXOBPYFHgHOiIgd2jlWW40FHsvM+9rSKCKOjogpETFl7ty5nRSaJEmSJFXX3uTsoxRL6H+htHLjCjLzjcy8DdiFYiGPcW3o/yWgV5Xy3sDCZmbN+gKnACe3YSwAMnN8Zo7MzJEDBgxoa3NJkiRJ6pD2JmfvB+7MzGypYmnZ++spVk5srenAsCrlm1DMxDVlR2AJcF1EPBwRDwM/K107vVR2ahvikCRJkqSVor3PnPUH3mhD/ZeBDdpQ/0bg0ogYlpkzASJiELAlxczYMqXyuZn5TmbeAWxUcX00cDdwamZe2YYYJEmSJGmlae/MGcDoNtTdBWj1JtTAlRQzZD+OiO4R0Y3iGbZnKVaJBCAiRgEvABe1oW9JkiRJq6D58+dz/vnns+OOO7LeeuvRp08fPvShD3HWWWfx9ttvt7qfadOmsffeezNw4EAGDRpERFwXERt3YuhA+2fOXgZGR8R3gR9l5uJqlSKiAfhv4JPAv1rbeWYujog9gZ8Aj1OsCvkosHvpNslGC4D5wOwqYw8E7gLWLRWdHhFfA76SmVNaG4skSZK0Khu7/4VdHcJyLr6hLUtVLO+QQw7h7rvv5te//jWf/exnWbp0KVdddRVHH3009957L7feemuLfUyfPp1Ro0ZxxBFHcMstt/DWW2/Ru3fv7sBDETEyMzttn4r2Jmd/AzYETgX+KyIeAmZSJEtQLOaxCbADxSIeCfy1LQNk5ovAoS3UmUZxi2W1a/8GtmnLmJIkSZLeu9555x2+9rWv8fnPfx6Abt26ceSRR/LHP/6Ra665hgkTJrDnnns228e4cePo27cv5513Hj169KChoQHgaOB54IfA4Z0Vf3tva7yl7Oe+FDNjxwDfKB1HA3sCfSj2QQO4uZ1jSZJaqds7a9Jt6dp0e2fNrg5FkqSV7tBDD+Wwww5boXynnXYC4C9/+Uuz7WfMmMG9997LPvvsQ48ePZaVZ+Zc4B7g4Iiotqp8TbR35uwqioU5NubdjairaVzN8Vng1+0cS5LUSr1e37qrQ5AkqcuMGTOmavnixcVTWP369Wu2/eTJkwEYMWJEtcvTKPZ73gGY2O4gm9GumbPMfAs4gOJ5r6BIwqodAbwGHNzUc2mSJEmS1JmmTJlC9+7d2XfffZutN2PGDAA22KDqQvON+zt/oKbBlWn3ao2Z+VeKrHECRRJW7ZgI7JSZUzseqiRJkiS1zb/+9S9uvvlmjj/+eIYMGdJs3fnz5wPQs2fPapcXls59axlfufbe1ghAZj4JfDIihgEfAwaXLs0B7m3co0ySJEmSVrbM5Nhjj2WrrbbiBz/4QVeH06IOJWeNSknYzFr0pVXbSSedxJw5cxg8eDBnnXVWV4cjSZKkVdg3v/lNHn/8cR588EHWWmutFuv36dMHgIULF1a73DidNr9mAVaoSXLWKCL6AG+WnkmTVjBnzhxmzeq0rSEkSZIkAM4880yuueYa7rnnHgYPHtxyA2DzzTcHYPbsFbZRhmIrMYAnaxJgFe1+5gwgItaIiMMj4k8RsQCYR7GsPhHxtYg4NSKaXxJFkiRJkmroggsu4Cc/+QkTJ05ks802A+Dll19m5syZzbb7+Mc/DhQbUVcxAngLeKiWsZZr98xZRAwCfgd8tLGId5fOB9gMOA44NiL2zcwp7R1LkiRpVXbAtqfVtL/5febBGjD7uXk16/v6v9WmH6mzXX755Xzve9/jj3/8I1tuueWy8ltvvZVJkyZx5ZVXArBkyRLmzp273MqMW2yxBbvssgu33XYbb7/99rK9ziJiALArcG1mvt5ZsbcrOYuIbhSJ2Q6loqxS7XKgB/Bl4JaI+GBmvtae8SRJkiSpJb/5zW846qij+PSnP81NN93ETTfdtOzaww8/TN++fZe93nfffbnjjjv47W9/ywEHHLCs/KKLLmLnnXfmhBNO4Nxzz23cI208xV2Cp3Rm/O2dOTuYIjGrlpQBkJl/o5g1ux64EzgGOLud40mSJElSs84880zeeecdbr31Vm699dYVrh9++OHLft5oo43o3bs366+//nJ1RowYwX333cfJJ5/M0KFDG4uXUmwR1qmLJ3QkOYPiVsZXKFZqXApsV1kxMydGxM3ApzE503vAmmv2Wu4sSZK0Krv4hnFdHULNPPzww62ue+mll3LppZdWvbbNNttw5513lhcdULVijbU3ORtJMa13aGbeBVDa6+yZJuo/TPH8mVT3tt5in64OQZIkSauh9q7WuD7wi8bErKTJWxyBdejEnbQlSZIk6b2uvcnZ4tZWjIiewIFtaSNJkiRJq5v2JmezgbERcVxEVO7ollBsSB0R+wL3AMOAF9sdpSRJkiSt4tr7zNkDwOHA+cD5EbEIWFS69ouIWANYt/S6cf+zP3ckUHWNsftfWNP+/v3aq8V59qs163vQBwbVpB9JkiSpK7V35uzKsp8D6AmsV3rdF+hVKo+yete0cyxJkiRJWuW1KznLzMnAjbw7K9Z4UPG68ZiUmbd1OFpJkiRJWkW1d+YM4EvABJafIStfsbGx/P+AgzowjiRJkiSt8tqdnGXmgsz8JDAGuBdYwrsJ2VLgQeBY4OOZ+XINYpUkSZKkVVa7FgSJiKUVRZ8B7gT6l17Py8zKOpIkSZKkJrR3tcbG2xjfAq4FniwlY3NrEhUQEQOBnwAjS0WPAF/LzOdbaLcuMA7YB1i7dLwDXA78JDOb2yxbkiRJkrpEe5Ozt4AG4NjM/EUN4wEgIhoonmebAQyneJbtcuDuiNg2Mxc003wYcAbwucZFSEr7rf2OYlXJM2odryRJkiR1VHufOZtZOj9UozgqHQ6MAE7OzCWlWbmTgU2BsS20fQO4pHx1yMy8BZgO7NdJ8UqSJEnqYq+//jrjx4/nM5/5DJttthmDBg1ik0024bDDDuPJJ59sdT8zZ87kwAMPZNCgQQwcOJCIuCMiPtyJoQPtnzm7HvgWsCXwREuVI+Igilm23VvZ//7Ac5n5TGNBZs6JiMdL185uqmFmPktxW2Ol3kDr/0QkSZKk1cBp/31dV4ewnNPOPLDdbadOncoxxxzD2LFj+fWvf02vXr2YMWMGBxxwANtvvz1//etf2XTTTZvtY9asWey0007svPPOPP300zQ0NLDmmms+DdwfETtl5iPtDrAF7Z05OxOYBpwXEc2/u8JGwK5t6H8E8GyV8meBrdvQDxGxTkScAawDnNKWtpIkSZLeWzbYYAMuvPBCevXqBcDmm2/OWWedxfz587n88stbbH/KKafw6quvctlll7HuuuvS0NAAcALwOnBhZ8be3pmz7YDvAN8DHo2Ia4HJwCyK59EqbdbG/tcHplYpfw3oGRFrZ+ailjqJiPuAjwJPA/tl5l/bGIdqrEe3dZY7S5Kk2uv2zprLnaXVxbbbbstdd91Ft27Lz0FttNFGAMyfP7/Z9q+//jrXXnstu+22G/37919WnplvRcRtwFci4gOZ2Sl35LU3OZvEuxtOB8VeZ2NqEVAtZeYuEdEDOAT4Y0R8MzMvqFY3Io4GjgZ43/vetxKjXL0MXXdUV4cgSdIqr9frbbrRSFpl9OnThz59+qxQ/te/FnM0H/vYx5pt/9BDD7F48WJGjBhR7fK00nlXOulxqXZvQs27G05n2c/NHW3xEtCrSnlvYGFrZs0aZebbmXkV8AvgnIgY3ES98Zk5MjNHDhgwoI3hSpIkSao3b7zxBjfffDPf/OY3OfLIIznwwOafZ5sxYwZQ3BpZxQul8wdqGmSZjiRnybuzZ9nC0VbTKZbEr7QJxX5nTYqIhoioNiM4jWL5f/8pSZIkSVrFffGLX6RPnz4ccMABHHHEEZx//vlEND9n1HjbY8+ePatdXlg6961lnOU6kpxB62bM2jprBnAjsHFEDFs2UMQgitUhb1gugIhBEVH+Pr4FfLNKn419vdyOeCRJkiS9h/zqV79i4cKF3HPPPfzhD39g22235amnnurqsJrV0eTsEGC3VhyXtLHfKylmyH4cEd1LydeZFKs1XtxYKSJGUUwvXlTR/riI2Kqs3i4U+6PdA/ytjbFIkiRJeg9qaGhgp5124oYbbuCZZ57hqKOOarZ+4/NqCxcurHa5cTqt+VVFOqC9C4I0ejAzn2upUkRsTxtm0DJzcUTsCfwEeJzi1shHgd0zc0FZ1QUUH87ssrJfAGsDv45i3rI7sBT4EXB+ZrbnNktJkiRJ71GbbbYZm222GZMnT2bhwoVN3bbI5ptvDsDs2bOrXd6wdO60vZPbm5ztVjrPaWX9S4E27W6XmS8Ch7ZQZxrQv6LsWeDk0iFJkiRpNXHjjTcyZMgQdthhhxWurb322mQmr776apPJ2Y477khDQwPTp0+vdrlxCcdJtYq3Urtua8zMyaVjcSvrv56Z/2zPWJIkSZLUGrfccgtXXXXVCuUvvvgi//jHPxg8eDCDBxeLt7/zzjs8//zzy9Xr1asXBx10EJMnT2bevHnLyiOiAfgMcG9n7XEGHX/mTJIkSZLqxmWXXcYVV1zB4sXFPNJTTz3FQQcdxFtvvcXZZ5+9bIPqcePGsdFGG3Huuecu1/7MM8+kb9++HHXUUSxYsKCxn59QbPU1rjNjNzmTJEmStEo4/fTTOfXUU7nkkksYNmwY/fv3Z9SoUfTp04c//vGPfPGLX1xWd8iQIayzzjor7Gk2ZMgQHnzwQSKCTTfdlKFDhwK8HxiVmVXvd6yVcH2MFY0cOTKnTJnS6eMcsO1pnT5GRw3YdP2uDqFFgz4wqKtDaJVBQ/t1dQgtGjtuj64OYbXzXvg9AHD9307r6hCkVdp74XeBvwe0mmvP9mBt5syZJEmSJNUBkzNJkiRJqgMmZ5IkSZJUB0zOJEmSJKkOmJxJkiRJUh0wOZMkSZKkOmByJkmSJEl1wORMkiRJkuqAyZkkSZIk1QGTM0mSJEmqAyZnkiRJklQHTM4kSZIkqQ6YnEmSJElaJc2aNYs+ffoQEW1qN23aNPbee28GDhzIoEGDiIjrImLjTgpzme6dPYAkSZKk+nXxhRO7OoTljB23R836+upXv8prr73WpjbTp09n1KhRHHHEEdxyyy289dZb9O7duzvwUESMzMxZNQuwgjNnkiRJklY51113HY888gjbb799m9qNGzeOvn37ct5559HQ0ECvXr0Ajgb6Az/shFCXMTmTJEmStEp59dVXOf7447nkkkvo2bNnq9vNmDGDe++9l3322YcePXosK8/MucA9wMER0av2ERdMziRJkiStUk488UT22GMP9tprrza1mzx5MgAjRoyodnkasCawQ0fja4rPnEmSJElaZUyaNIlbbrmFxx9/vM1tZ8yYAcAGG2xQ7fILpfMHgE55UK9uZ84iYmBEXB0RT5SO6yNiaCvabRAR34uI6RHxaET8IyJujIitV0bckiRJkrrGm2++ydFHH80555zD+uuv3+b28+fPB2jqVsiFpXPf9sbXkrpMziKiAZgANADDga2AN4C7I2LdFpp/FzgE+HRmfgjYBlgK/NkETZIkSVp1nX766Wy88caMGTOmq0Npl7pMzoDDgRHAyZm5JDOXAicDmwJjW9H+rMz8F0Bmvgn8N7A2xSorkiRJklYx06dP56KLLuLSSy9tdx99+vQBYOHChdUuN06nzW/3AC2o12fO9geey8xnGgsyc05EPF66dnYzbccB71SUNd4f2q+mUUqSJEmqC7///e8B2HnnnZcrnzdvHgCDBw8GisVCTjzxxKp9bL755gDMnj272uUNS+cnOxxsE+o1ORsBzKhS/izwieYaZuaSKsWbl86TOhaWJEmSpHp0yimncMopp6xQPnr0aCZPnsycOXNa7OPjH/84UMzCVTECeAt4qEOBNqNeb2tcH3i9SvlrQM+IWLuN/R0NPAb8sqOBSZIkSXrvW7JkyQozZFtssQW77LILt912G2+//fay8ogYAOwK/DYzq+UpNVGvyVnNRMQngIOBgzLzrWbqHR0RUyJiyty5c1degJIkSZJWun333ZchQ4Zw/fXXL1d+0UUX8eqrr3LCCSewePFiFixYADAemAesODVXQ/WanL0EVNt5uzewMDMXtaaTiPgw8Atg38xsdqODzByfmSMzc+SAAQPaHLAkSZKk+rHTTjsxePBgHnjgAaB45mzw4MHLZss22mgjevfuvcKS+yNGjOC+++5jxowZDB06lE033RSK1d93ysxZnRlzvT5zNh34YJXyTYBHWtNBRIwAfgd8ITMfqF1okiRJ0qpj7Lg9ujqETvHggw82e/3SSy9tcmXHbbbZhjvvvLO86IDaRda0ep05uxHYOCKGNRZExCBgS+CG8ooRMSgiulWUjQBuBg7LzPtKZRtERPvX1ZQkSZKkTlSvydmVFDNkP46I7qXk60yK1RovbqwUEaMolsm/qKxsa+CPwJ3AsIj4YkR8keK5sy1W2juQJEmSpDaoy9saM3NxROwJ/AR4HEjgUWD3zFxQVnUBxSZw5cusfI9itcdjSke5yZ0WtCRJkiR1QF0mZwCZ+SJwaAt1pgH9K8r268y4JEmSJKkz1OttjZIkSZK0WjE5kyRJkqQ6YHImSZIkSXXA5EySJEmS6oDJmSRJkiTVAZMzSZIkSaoDJmeSJEmSVAdMziRJkiSpDpicSZIkSVplDBs2jMGDB69wDB06tNV9TJs2jb333puBAwcyaNAgIuK6iNi4E8MGoHtnDyBJkiSpft38u6ldHcJyPvu57Trcx5w5c9rddvr06YwaNYojjjiCW265hbfeeovevXt3Bx6KiJGZOavDATbBmTNJkiRJKhk3bhx9+/blvPPOo6GhgV69egEcDfQHftiZY5ucSZIkSRIwY8YM7r33XvbZZx969OixrDwz5wL3AAdHRK/OGt/kTJIkSZKAyZMnAzBixIhql6cBawI7dNb4JmeSJEmSVinf+ta3GD58OIMGDWLLLbfkhBNO4KWXXmqx3YwZMwDYYIMNql1+oXT+QM0CrWByJkmSJGmVERGstdZaPPDAAzz//PNcdNFFXHfddYwcObLFhULmz58PQM+ePatdXlg6961lvOVMziRJkiStMv7yl79w6qmn0qdPH3r06MHuu+/OT3/6U/75z3/yP//zP10dXrNMziRJkiStMtZff/0Vyj71qU/RvXt3brvttmbb9unTB4CFCxdWu9w4nTa/YxE2zeRMkiRJ0iptjTXWYL311mPu3LnN1tt8880BmD17drXLG5bOT9Y0uDImZ5IkSZJWCZMmTWLChAkrlC9dupSXX36Z9dZbr9n2H//4x4FiI+oqRgBvAQ91ONAmmJxJkiRJWiVMmjSJCy64YIXyO++8kyVLlrD33nsvK1uyZMkKM2RbbLEFu+yyC7fddhtvv/32svKIGADsCvw2M1/vrPhNziRJkiStMm699VYuvPBCFi9eTGby4IMPctxxxzFo0CDOOOOMZfX23XdfhgwZwvXXX79c+4suuohXX32VE044gcWLF7NgwQKA8cA84JTOjH2VTc4iYs2IOCci3omI0V0djyRJkqTOddxxx3Heeefxm9/8hk022YT+/ftz8MEHs9deezF16lTe9773Lau70UYb0bt37xUWEBkxYgT33XcfM2bMYOjQoWy66aYAS4GdMnNWZ8bfvTM774iIGAj8BBhZKnoE+FpmPt+Kth8CftX4snMilCRJkt77Pvu57bo6hJoZMGAAX//61/n617/eYt1LL72USy+9tOq1bbbZhjvvvLO86IDaRNi8upw5i4gGYALQAAwHtgLeAO6OiHVb0cW3gJOB/+2sGCVJkiSpluoyOQMOp1gN5eTMXJKZSymSrU2Bsa1oPyYz72y5miRJkiTVh3pNzvYHnsvMZxoLMnMO8HjpWrMyc0knxiZJkiRJNVevydkI4Nkq5c8CW6/kWCRJkiSp09VrcrY+UG3/gNeAnhGx9kqOR5IkSZI6Vb0mZytdRBwdEVMiYsrcuXO7OhxJkiRJq5l6Tc5eAnpVKe8NLMzMRbUeMDPHZ+bIzBw5YMCAWncvSZIkSc2q1+RsOjCsSvkmFPudSZIkSdIqpV6TsxuBjSNiWGNBRAwCtgRuKK8YEYMiol7fhyRJkiS1Sr0mNVdSzJD9OCK6l5KvMylWa7y4sVJEjAJeAC7qiiAlSZIkqVbqMjnLzMXAnsBSir3N/k7xvNnumbmgrOoCYD4wu7x9RBwcEQ8Dp5eKfhYRD0fEzp0duyRJkiS1R/euDqApmfkicGgLdaYB/auUXwtc20mhSZIkSVLN1eXMmSRJkiStbkzOJEmSJKkOmJxJkiRJUh0wOZMkSZKkOlC3C4JIklZNJ510EnPmzGHw4MGcddZZXR2OJEl1w+RMkrRSzZkzh1mzZnV1GJIk1R1va5QkSZKkOmByJkmSJEl1wORMkiRJkuqAyZkkSZIk1QGTM0mSJEmqAyZnkiRJklQHTM4kSZIkqQ6YnEmSJElSHTA5kyRJkqQ60L2rA5Ak1b+x+19Ys77+/dqrxXn2qzXt9+IbxtWsL0mSuoIzZ5IkSZJUB0zOJEmSJKkOmJxJkiRJUh0wOZMkSZKkOmByJkmSJEl1wORMkiRJkuqAyZkkSZIk1YG6Tc4iYmBEXB0RT5SO6yNiaCvb9oiI70fEPyLi0Yh4ICJ26eyYJUmSJKm96jI5i4gGYALQAAwHtgLeAO6OiHVb0cUFwMHAxzLzQ8DlwF0RsU3nRCxJaq0e3dZZdkiSpHd17+oAmnA4MAL4fGYuAYiIk4FZwFjg7KYaRsQWwNHAVzJzLkBm/iwivg78APh0J8cuSWrG0HVHdXUIkiTVpbqcOQP2B57LzGcaCzJzDvB46VpzPg8EcHdF+Z+AvVo58yZJkiRJK1W9JmcjgGerlD8LbN2Ktu8Az1Vp253iFklJkiRJqiv1elvj+sDUKuWvAT0jYu3MXNRM24WZubRKW4D1qjWKiKMpbocEWBART7Qx5lXTw10dQJdZH3ipq4NY2b76/7o6AtWth7s6gJZdEp3yH/Bq+btAqibie10dQlfx94AA7sjMvTt7kHpNzla6zBwPjO/qOFQfImJKZo7s6jgkdS1/F0jy94BWpnq9rfEloFeV8t4Us2JNzZo1tu0ZEWtUaQvwcg3ikyRJkqSaqtfkbDowrEr5JsAjrWjbDdioStslFIuKSJIkSVJdqdfk7EZg44gY1lgQEYOALYEbyitGxKCIKH8fNwEJjK7oczfgrsxc0BkBa5XjLa6SwN8Fkvw9oJUoMrOrY1hBaRPqKcDfgf+kWH3x58AuwLaNCVZEjALuAcZn5tiy9pdQJGOjMvOliDgC+CmwU2Y+vDLfiyRJkiS1Rl3OnGXmYmBPYCnFbYh/p3hmbPeKma8FwHxgdkUX/w+4Drg/Ih6lWIVxLxMzSZIkSfWqLmfOpM4SERsAVwCfzMzo6ngktd/K+j5HxObA1cCAzBzWWeNI6noRcThwAXBeZp7WxeFoNVSXM2dSZ4iI/YAHgc3a2f4rETE9Iv4REf+MiEsjol9to5TUGq39PkdEj4j4ful7+2hEPBARu7RhnGOBu4ANWqi3bkRcGBFPRMTjEXFXRAyvdTySOkdE9I+I64GvUX3F8PK620XE5NJ3+ImIOCci1qpSb7OIuC0i/h4RMyLi5/69QS0xOdPq5GSK22Xvb2vDiPg2cBFwXGZ+EBgBfBi4vcq2DZI6X2u/zxcABwMfy8wPAZcDd0XENi0NEBEbA/sCOwBPtVD9OmAbiueitwL+DEyKiCG1ikdSpzoaeAjYr7lKEfEB4G7gxtJ3eAfgkxSz+OX11gMmAzOArYCtgY2BWysWspOW438cWp2Myswn29ooItYBvk3xi/hegMycD3wH2BE4sKZRSmqNFr/PEbEFxV+4zszMuQCZ+TPgWeAHrRjj+cz8VGa+2MI4ewJ7A6dm5sJS8feBNYBv1TAeSa0QEdtExA8i4v1taHZOZp5DseJ3c04D5gHnA2Tmq8DpwBciYvuyeicA/Sh+L2RmvgWcAowC9m9DXFrNmJxptZGZS9rZdDiwNvBYRfn00nnfdgclqV1a+X3+PBAU/8pd7k/AXhGxbgtjLG1lOPsDbwP3lbVdTDGrV/6XsA7FI6nV3qJY7fvJ0u2HYyKiZ3MNWvM7JSK6A58FJufyizb8qXQu/77vD0ypWMhuCvAaJmdqhsmZ1LI3SufK78s7pfMHV2IsklpvBMX39LmK8meB7hS3GtVqnBdKCVnlOIMiYuBKjkdarWXm34FNgL0oVvQeD8wuPSu+Qwe63hRYh+I7Wz7ey8DrFN9xSs+ffaBKvQT+2VhPqsbkTGrZUxTbNmxbUb5N6dx7pUYjqbXWBxZWmQF7rXRer4bjvF6lvHKclRWPtNor3Uo4ITO/AGxI8SjCDsBDEfFYRJwQEQPa2O36pXNT3/fG73B/ir9jt1RPWoHJmdSC0n3ipwGfiYj9o7Ah8ENgIbCoK+OTJElNy8x5mXl+Zm4DjARmAecCv+3SwKQqund1AFI9iYiHy1+XfpGTmedGxOvASRQP7s8BvgucDfxr5UYpqZVeAnpGxBoVs1WNs90vA0TE7RT/st7oU5n5QhvH2bBK+XLjtDYeSbVXWtzrIODLwC7AM8A1bezmpdK52lL7vXn3WfR5FAuLNFXP77qaZHImlWlMxpq4Np7ivnUASkvhXkvbf7lLWjmmA4cAGwEzy8o3AZYAjwNk5qdqMM7IiGioeO5sE+DFzPx3W+KRVDsRsTNFQnYwxR1jNwKnApMqFvVojWconkMfVjHGehSJ2HSAzHwzImZUqRcUy+n/oa3vQ6sPb2uUWiEiRpZuZSw3GugB/HLlRySpFW6i+Nfr0RXluwF3Vayi1hE3Uvwu2LmxICIaKJbMvqEL4pFWaxHROyK+GRF/p1g1dWvgRGCDzDwsM+9uR2LWuKLjLcCupUSr0W6lc/n3/UZg+9KMXaPtKGbOyutJyzE5k1pnHHB2aRldImIYcCHw35n5z64MTFJ1mfkExWz3KRGxPkBEHAFsRrF3Ya3GuQu4E/h+2XLd3waWUjybulLjkcRHKJKx24HhmblDZl6ama+10K41vkuxoMc4gIjoQ7HYyG8y8y9l9c4FXgW+V3pWfU2K3wcPYHKmZkQ7/uFAek+KiLOBPYH3UWwMOa106aNVlsCubHsY8F8Uv5BfoVgI5H8z8/rOi1hSU1r7fY6IHhR/mTqQYi+y14GTGjeUb8U4V1Psdfh+oIHi1sOXMnOPinrrAj8uxbQUeB74WmY+VlGvQ/FIallptmpxZr7dhjabUSRNDcCWwIsUz5dfnpnnV9QdSZF8rU8xa34r8O3MfLOi3vuB/6X4B5g1gHuBEzPzlfa9M60OTM4kSZIkqQ54W6MkSZIk1QGTM0mSJEmqAyZnkiRJklQHTM4kSZIkqQ6YnEmSJElSHTA5kyRJkqQ6YHImSZIkSXXA5EySJEmS6oDJmSRJkiTVAZMzSZIkSaoDJmeSJEmSVAdMziRJkiSpDpicSZIkSVIdMDmTpNVcRAyMiG9HxKSIeDEiFkfEaxExIyKuioi9W2i/VkQcFRG3RcSsiHizdLwQEfdExDkRsXdE9Giife+IOCEiJkbEnNL4CyPiuVLZGRHx8YjoVqr/uYjIJo5hZf3OaaLO6LI6o5vpa3RErBsR34+If5TeU0ZEVnkPoyPiytJn9npEvFX6LG6OiEMjYo0qbSY1Me6VEdE/Is6MiEdL/S2KiEci4pvV+urI51ml/Yal9/xQRLwUEW9HxMul16dHxMDmxpcktV9krvD/GEnSaiIijgTOB3qWiv4G3AQMBr4MrFUqnwQcmpmzK9p/BLge2KSseDJwN7AO8ElgRKn88sw8sqL9XsDVwPplxbcCfwH6A58BNiuVn5qZ34+I9wOfA0YCB1e8pU0yc2ap77GlsY+tqLNbZk4q1RldirWazwCnA9tWXsjMKLXvBVwB7F+69BZwCZDA4UC/Uvmfgc9l5pyy934wsBHwrbJ6UHx+GwJ/BOYCBwFblF2/OjO/WC3g9nyeFe2PBC7k3T/3CcADwKcpPm+A14EvZuYt1WKQJHVAZnp4eHh4rIYHcDRFEtF4PAY0lF0/pMr1PmXXNwdeqahzesUYawC/LV27suLaLhTJTHn7L1fUWRu4r3TttIprX6pom8Cwijqjq9QZXXZ9LWAY8IUq9aYCMykSry2BI4A3i/91JhR3n9xZ0eb4sr4/WXHtz0CPKn8OM6uMfWDZ9YHA4orru1Tpp6Of5xcr2k7h3X/E7Qk8VXbtLWD7rv5v2MPDw2NVO7ytUZJWQxGxIfC/FcW/zMzFZa+vAxaUvd4KOK3s9QVA37LX84EflneYmUuBr1cZvxswHmgoK34iMy+vaL8IOLnpd9IxmflmFjNtc6pcHg7smZk3ZObfM/MK4Nqy6/8J7FXR5vqyvu+kSF4bfZQiAWrJC5l5XVk//waeqKjzufIXHf08I6I3xQxquRszM0vtFlLMwDVqAM5pxXuRJLWByZkkrZ6+TDGLUm56+YvMXAL8vaLOURHREBGbsGJi8lBmvlk5UGbOokhaZpQV70oxG1VuUhOx/rl07bkmrneWazPzyYqyH1LcGghwVMW1RZn5QkXZzIrXh7di3GlVyl6peL15xeuOfp4HsPytlQBPV7x+tuL1x8uf8ZMkdVz3rg5AktQlRlcpe7FK2b8rXq8DbM+7zy2Vm9nUYJl5YEXRx1rbvpQk7tZU351ocpVYngCeiIjuwI4VlxdVSVaWVrz+aER0y8x3mhn35SpllfXXrXjd0c9zlypVe1a8n8pkHorPoOo4kqS2MzmTpNXThlXKVpj1AhY10XZwlfIFVcqa0tH2K8OsZq71BypXn+zPirNLldYG+rDiTFi5yoSumso7Xzrjz+PyKmWVNmjDGJKkFpicSdLqqSNL9a4uy/y+1cb68ykWKWlJtSS4Hn0f+GsLdSpve5UkdYDJmSStnl6gWOCj3FpV6lW7lW0W7y69X65XG8avtgBHW9pD65LEqnur1cA8YAnL/390jcz8XSeN15KOfp7Vbmmd1oXvR5JWSy4IIkmrp2p7ew1qRdkCiiXm761Sd5MqZZQ2cj4jIr5XtvFxW9pvVGr/jSqxVGqoeN2/Wp8dVXpu6y8VxetGROWiGkCxH1xEXBgRK6xcWSMd/TwfrFL1fU20j4g4t/R+BrQjVklSE0zOJGn1dDmwsKJsRPmL0qIXH6yoc2lmLs7MZ4GJFdd2iIhqs2+jgW8Du5cthHEPKy4Pv2sTsX621H6bivLK9rD85stQZQPpGvpFlbKm3sPRwHEUz5t1ho5+njewYrLbVPsdgBMoNqZ+qU1RSpKaZXImSauhzJwDHF9RfFhElM88HcTyqwI+Cpxe9vp4iuesGvUG/ru8w4hYFzij9HLZHmil/c+OAd4uq755RHypov0g4JRSvbMr4n2MFZd736GsbR/gMDrPFRTL0pc7NSLWKS+IiD2AIylWvrygMwLp6OeZmS9TJGzl9omI5VZxjIi+wMWll99p3AdNklQb4e9VSVp9lf7yfiHFEvkAfwNuoli978u8+xzan4D/LCV15e23p9iYufwWujuB+4D1KPbPGkrxF/kzqBARewO/5N0Zr6SYxXmYYlXIL1AkfUdl5pVV2n8KuJl3n/16C7iMYjn6LwBTKDaLLncJRVI3vvT6aIqtAY5tot6/MvNaqijd1vdblt+aYCbFBt5vUMxOfRaYC+ybmX8ua3swsBHwLZbfY2wKxWf6h9Lr/wDGApuW1XmGIkl6NDPvKOuzo5/nf1Mk02uUihYDv6HYo24IcCDFn+sZmXlqtc9EktR+JmeStJorJRhHA3tSbGTcjyLJmQ08BFydmXc2034t4FCKJOQjFIlBt1L7B4ALM/OBZtr3Bo6gSEJGUPzl/x3geYrNkv+/zHy0mfYfp5j12YFioZKXKZ6hOofiGbRqz9fBuwllS8vfT87M0c2MHxQbUx9SimFQadxXKVYzvB24JDNfrWg3iaZvHYTiM4Fihq4pv8jML1X029HP8/0UiepuFJ9Rb4oVJv9J8WzbZZk5tZmYJEntZHImSZIkSXXAZ84kSZIkqQ6YnEmSJElSHTA5kyRJkqQ6YHImSZIkSXXA5EySJEmS6oDJmSRJkiTVAZMzSZIkSaoDJmeSJEmSVAdMziRJkiSpDpicSZIkSVIdMDmTJEmSpDrw/wNrF4LDmYY8sQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 893.775x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"occurence\", y=\"recall\",\n",
    "                hue=\"tokens\",\n",
    "                data=plot_he, kind=\"bar\",# col='type',\n",
    "                palette=sns.color_palette('Purples_r', 8),\n",
    "                height=5.5, aspect=2, legend=True)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "#axes[0,0].legend(ncol=4,loc='lower center', bbox_to_anchor=(.5, -0.45))\n",
    "#fig.suptitle('Hebrew: Lexical accuracy of translation vs. number of tokens and frequency', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "\n",
    "axes[0,0].set_ylim(bottom=0., top=.8)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.path.join('..','graphs','graph_1_all_frequencies_Hebrew.pdf'), dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "f919175b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1037.78x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"characters_bins\", y=\"recall\",\n",
    "                hue=\"tokens\",\n",
    "                data=plot_he, kind=\"bar\",#, col='type',\n",
    "                palette=sns.color_palette('Purples_r', 8),\n",
    "                height=6.5, aspect=2, legend=True)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "#axes[0,0].legend(ncol=4,loc='lower center', bbox_to_anchor=(.5, -0.45))\n",
    "#fig.suptitle('Hebrew: Lexical accuracy of translation vs. number of tokens and number of characters', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "axes[0,0].set_ylim(bottom=0., top=.8)\n",
    "plt.tight_layout()\n",
    "# plt.savefig(os.path.join('figures','diverse_script_barplot_d6' + '.pdf'), dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b3b9a24",
   "metadata": {},
   "source": [
    "## Exploratory correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "7c096e56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cormat = df_de.corr()\n",
    "round(cormat,2)\n",
    "plt.figure(figsize = (30,25))\n",
    "sns.heatmap(cormat, annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "c9a176ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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X3ypSe3xRxwmOJMfBdbuU6OY8eafzuNqhiMfVpGOJWvHRnGIltNZMm68EN/dGUHyXyucAwKWHxBhc1ZX0pPNfXGQBYUGq3aWpJOnw2l1uyx1as0OSFFk/WlGFnC+iJOpIcukhFurm6cXQKhE5r9MLONRPeXGpxPHwut1a/bHnC7h2zhPQtVPzv0F69niiJCkoIlQWP2u+ZbI/C6bd7nOfBVzafGlf9mX+YUGqVYAYHF6dG4NKjQsX51KtoxA9cZtf7bixenD5tiJv41LlHxakms4YHClADCoWMc6lVkcRYmRYDF02aYLOHkvU8v/+UOj1y5Og3t0lSRm7Y2Wm5H8ukrZxkyTJsFhyyhdU1uEjSl3ieU4+a5TjwbLM2H2F2jYKJzAsSI26NJck7Vm7w225Pau3S5Kq1q+u6EY1L0rbsoVEhCqskiNB6mmOs/j9uUm9Fn3blXq7LiXh4WHq3dsxKsny5Wvcllu6dJUkqXGj+mrWrHGh6xk39mpJ0qK/zh1m2ijCd/K/7rlFTWMa6aFHnlGKm+8hnCsgLEh1ncfVgx6Oqwec58mV6kerMvNpljt8DgCUJuYYA8qIKk1ry2JzJBcS9rjvup0Qm/skUtUWdRW/89BFrePUgePat2yL6nRtpqbDumjpWz8qKz3znPVbXp37VOOu39cWuH3lwaUSxwsJqRKhxoM6KG7zPh1cnf+NhY3TF6n5qO6y2KxqPrK7/p6+6JzlQRVD1eCy1pKk/cu3FnjYJ6As8KV9OVulhtV1+cu3qHaXpgqPriQZ0unDJ7RvyWat+niOTuws3uT1ZVFllxic9DBsykmXGFRpXlcndhQ8BiVZh8VmVcsxl6nF6N6qWK+qgiqGKe10suI27dX2n5dr07d/up1XoVaXGElS4t44hVWvpE53DVP9vm0UWi1S9swsnYw9ql1zVmvNR7OVdiq5wL/fpaAoMah8EeLsro7sODcf3VsRLnE+5ozzZg9xztZ6Qn9VblZHc+57t8DzkZVLVov8GtSTJGXudz93mOu8Yv6NG6okBzMM6tdbtmpVZWZk6MzUL0twyzhfzaZ1ZXXuh56GODy2N3dZreb1dGRn4eaVKw6ry8NkdrvdbbnMjNzrqxpN65Rqmy41rVs1k83muJW1Y6f7HtC7dsXmvG7TpoW2bPF8HuSqdu0aql/f8XfftTtWXbt00H333arevbqpUqWKOnMmSRs2bNbUz6frs6nfKivL/XdytWpV9Ni/79UffyzRjBm/FLgNvq5q0zo5x9UTe9zvz67D3lVrUVfHC3GejLKPzwG8ysNxGuUDPcYgSTIM4y5JHzr/+6FzzrClzmWRhmG8ZxjGXsMwdjiXXXuB7TUxDGOTc96xjYZhPOiy7FbDMLYYhrHdMIzdhmE8bxiGn8vy9YZhJDjru9wwjAWGYRw0DGOeYRg1z6tniGEYKwzDWOus53vDMPqU1N/lYqpYPzrndVI+83Zlc53Tq7DDFJZUHT/e/Zb2LNyoyPrRGj31IdXs0FiBEaGKbBCtnvdfrS53DpNpt2vpWz/qwMrthWrjpe5SiqMnbcf0ldXf5rGHyf5lW/Xr/e8r9XSyBjw9QR1vHqyI2lUUFBmmer1a6rppjyqoYpgS9x/TnEc/LlT9gLf50r6crcsdw1ShZmUtmfKDvh77gn686y0dXrdLra/ro5tmP692E4s2Zn9ZFukSg/zmzMxvWcVCxqAk6wiLjlSvR6/T/sWbNOued/Tttc9p6eQZiqhTRQNeuEljZj6lkKoRedYLCA9WhdpVJEnR7Rvqht9fVJXmdbX45en69trnNO+Rj2TPyFLXe0dpwpznFdmoeqF+x7Ku4kWIc0nWERYdqR7OOM++5x1Nv/Y5LZs8QxXqVFH/F27SdW7inC0oMkxd779ah1fv0NYZiwv1e5Q31uhqMvz9JUlZ8e575yg9Q/bTZyRJttq1ilepzSYjNER+MY0Ufuc/FPnko8o8Eqf4ex5S+uZtF14fRValXu5+eOrYSbflTrnsh67rXAxJCWeUkeaYq8rT3GFhkbnDboZWDJMtwM9tWV/TqFH9nNdHjrofvu7I0dxed41d1imINm1a5Ly++66b9efCH5SenqFbbv0/9et/tZ56+lU1alRf77/3qubO/lqhoe6HPX/5pf8oKChQ/7rv8UK1wddVqp97jPR0nuy6rJIPTuNQ3vE5AFCa6DEGSZJpmm8bhrFZ0h+SbjFNc6EkGYYRIOl3SWcktTBNM8kwjIGSfjEMI8Q0TXd3u3dJ2iTpC9M0X8x+0zCMhyQ9I6mfaZqLDcOIlrRIUjVJNznb0sYwjE8ljZLU1TTNvoZhhEpaI+llSWOc22og6XuXbflJ+kzSDZIWlsxf5uIJDAvKeZ2R4r5njeuygPBgr9SRHH9a3058WU2HdVGvB67RuBlP5K6bmq5ts1Zq49cLtW/plkK1rzy4lOLojsVmVesxlyn11FltnrnUY9lN3y9W7OJN6vPQaF327+vV74lxOcuO7zioRa99p9Ufz3U7BxlQVvnavpyccEZrp87T4snfn/P+jrmrdWjtLg2cNFEDJ03U2WOJ2j57VYHbUNb5u8bAQ6/Wc2JQoXBxLqk6MlPSdGLnIX0/8RWdPhif8/6BZVu1ZcYSXf/Dk6rasp5GfXy/vhzxlOyZuU+vuyZRml/VU/uXbtGMcS/llDm0cru2/7JC105/XNFtGmjkR/dr6qB/K9PD5/JSUtAYZF6EOF+ojuw4zzwvzgeXbdXWGUt0rTPOIz6+X1+fF+dsPR65Vv6hQfrjyamF+h3KI4vLzWoz1XPPOTM1TQoPk+HhBndBVPnwTfk3beLYZkaGzv44S6fe+1imM/GG0hMUlrtPpXvYD9Nd9sOg8Is7j6s9y67dq7cppntL1W3dUFY/q7Ly6QFav/25Q/8FhgQqyZlQ83UVXObqSz7r/hojOTl3WQU38/u5Uz0698b67bdN0AsvvqH/PPFSznt/Llqmn36eq5XLZ6tPn256952XNW78XXm206N7J425/kr9940PC9VjDVKAy/5c8PNk5mUub/gcAChN9BjDhYyX1FbSv03TTJIk0zR/k/SLpJcMw/A/fwXDMCxyJKi2nJcUqyDHHGbTTdNc7NzWEUmvSbrBMIx6520qTNIUZ7kkSfMk9XFZ3laSv6Q9zjIZkp6T9FuxfmMvsQUF5Lw+f2hCV67L/FzWuZh1BEeF68r379XwN+5UWlKKfn3gfU275hnNuOV1bf1puaq3aaBGA9orwOUmka+4lOLoTuNBHRRWtaL+nr5ImanpHss2H9VdN816Tk2HddGaT3/TNxNe1rTRz+q3Jz6TYRiq3TlGNTsWfkx/wNt8bV9+o+0deZJi2dZ+Nk9HNjiGKur72BgZ1vJz+uj698zKKGAMAgsX55KqY9W7v+rTfg+fkyzJlpqYpIXPTJMkVW1ZL2c+sWwBoecejxc9/3WehEpWWoYWPf+1JKli3apqeX0ft2291LjGwF7AGNiKEefi1LH63V811UOcF7nEudl5cZakam0aqPnoXtr8zUId+3tvYX6FcskIDMx5bWZ4TiqYGY7vSYvLOkWRMOklHfvHPxX/8JM6++MshQwdrOgfv1bYDWOLtV1cmL/LfpjpYT/MTM/9LPgH5bmcLXW/f/CzJCm4Qqh6TxicZ7nFalH/W4ed855pNy9K2y4FwcG5x7T0dPfnN2lpuTfKXdcpiPDw0JzXCQkn9cyzk/OUiY3drzff+kiSdN21I9WqVbNzllssFr3xxnM6dixeT096tVD1Q/Jz2Tc9nSdnnnOefPH3Z5QuPgcASlP5ubOB0tLf+e/q895fKSlKjuSUK0PSR5K6yNEzzFVXScGSlpz3/ibner3Pez/eNM0El/8nSKrq8v9VklIkLTEM4/8Mw6hlmuZm0zQvycH7XW9aWv3dd+Z0XebpiZnSqsM/JFBjv3lcjQd10KF1uzR15JP6e/oiHVi5XTvnrdWsB9/X2qm/q8NNg3TT7OcV4Ry6yVdcKnH0pN2E/jLtdq39/HeP5Vpff5mGTblDIZUraOadb2r+M9MU++dGHVixTWs/m6fPr3xaFetW0+hPH1TPB64ucP1AWeBL+3JBbJu1UpJUoVZlVW/ToNjbKyvOiYFfAWOQWow4l1IdkrR34QalO+eSajy08znLDEvuKX/yidOK25j/nCwHV2xT2mnH/GINB7YvdBvKKtcYWAoYg8xixLm06pA8x1mGocuemai008la/NK3hd52eWS6/I0NP89D0Rl+jhtp9gv0LLuQzD17lb5xs1IX/qXEV/6rY7fdI0mqcMfNirj/n8XaNjzLcNkPbR72Q5t/7mchPcXzgyOlYcvC9Zrz9g+SpFGPjtPl91ylyJqVFRgapLptG+nOTx5RdKNaOrzjQM46KWfK19yPxZGSktsTzN/f/Q3wgIDcRKlr77GCsLgcN/9YuNRtAu6XX3KHqh4xfNA5y+684wa1atlMjz3+gk7TY7TQCnqebDvnPPni788oXXwOAJQmhlLEhURJSjZN8/wr9wSX5a7uliPx1UDSXZLeOm9bkvSQYRi3ubxvkxQnRw8xV+ef/dvlksw1TXOfYRidJT0qR0+x1wzDWCDpn6Zp5juGn2EYt0q6VZJGRXZSp9BG+RUrFXcsnqwKtSrnef/v6Yv06wOOeZqyeeoR4Los7UzhTvBLoo4ONw1SpYaOuUf+eP6rfCd/X/3JXLUd10+R9arp8pdu1lfXv1CodpZl5SWO7kQ1rqnaXZpqz8KNOrnX/Zj9fsEBuuzR6yRJsX/9rV3z1+Upk3Y6WX+9PkNDX79N3f85UnsX/e1zc86h7GJfLpyE3YdzXleOqaVDa3YWe5sXwy1L8o/zpumLNPf+93OSQJLje82dc2JwunBxvhh1SI7eBImxR1WlRV1Vjjl3jiTX4WxPHTjuYSOmEvcdU9WWdVWpUY1Ct8FbbnIT583TF+m3QsTZdhHiXJw6pHPjHHVenFte30fVWtfXgv98ptSTSYXednlkT8r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\n",
      "text/plain": [
       "<Figure size 2160x1800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cormat = df_he.corr()\n",
    "round(cormat,2)\n",
    "plt.figure(figsize = (30,25))\n",
    "sns.heatmap(cormat, annot=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
